{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9ed65d73",
   "metadata": {},
   "source": [
    "# 披萨店销售数据探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e32a5ad9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "描述性统计分析结果:\n",
      "            pizza_id      quantity    unit_price   total_price\n",
      "count  48620.000000  48620.000000  48620.000000  48620.000000\n",
      "mean   24310.500000      1.019622     16.494132     16.821474\n",
      "std    14035.529381      0.143077      3.621789      4.437398\n",
      "min        1.000000      1.000000      9.750000      9.750000\n",
      "25%    12155.750000      1.000000     12.750000     12.750000\n",
      "50%    24310.500000      1.000000     16.500000     16.500000\n",
      "75%    36465.250000      1.000000     20.250000     20.500000\n",
      "max    48620.000000      4.000000     35.950000     83.000000\n",
      "各属性缺失值占比为：\n",
      " pizza_id             0.0\n",
      "order_id             0.0\n",
      "pizza_name_id        0.0\n",
      "quantity             0.0\n",
      "order_date           0.0\n",
      "order_time           0.0\n",
      "unit_price           0.0\n",
      "total_price          0.0\n",
      "pizza_size           0.0\n",
      "pizza_category       0.0\n",
      "pizza_ingredients    0.0\n",
      "pizza_name           0.0\n",
      "dtype: float64\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import re\n",
    "def analysis(data):\n",
    "    print(\"描述性统计分析结果:\\n\",data.describe())\n",
    "    print(\"各属性缺失值占比为：\\n\",100*(data.isnull().sum()/len(data)))\n",
    "    #读取贩卖机销售数据\n",
    "all_sales_data = pd.read_csv(\"pizza_sales.csv\",encoding=\"ANSI\")\n",
    "#将商品id强制转换为str\n",
    "all_sales_data[\"order_id\"]=all_sales_data[\"order_id\"].astype(str)\n",
    "#探索披萨销售数据\n",
    "print(analysis(all_sales_data))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f13a1d7",
   "metadata": {},
   "source": [
    "# 披萨店数据预处理-去重"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "95a5892d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "删除重复值之前的pizza销售数据维度： (48620, 12)\n",
      "删除重复值之后的pizza销售数据维度： (48620, 12)\n"
     ]
    }
   ],
   "source": [
    "print(\"删除重复值之前的pizza销售数据维度：\",all_sales_data.shape)\n",
    "#去重\n",
    "all_sales_data=all_sales_data.drop_duplicates()\n",
    "print(\"删除重复值之后的pizza销售数据维度：\",all_sales_data.shape)\n",
    "all_sales_data.to_csv(\"pizza_data_after.csv\",encoding=\"ANSI\",index=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67db6875",
   "metadata": {},
   "source": [
    "# 披萨店销售数据预处理——数据转换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8bd81952",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_sales_data[\"unit_price\"]=all_sales_data[\"unit_price\"].astype(str)\n",
    "new_unit_price=[]\n",
    "for temp in all_sales_data[\"unit_price\"]:\n",
    "    temp = temp.replace(\"$\", \"\") if \"$\" in temp else temp\n",
    "    new_unit_price.append(temp)\n",
    "\n",
    "all_sales_data[\"unit_price\"]=new_unit_price\n",
    "all_sales_data.to_csv(\"pizza_data_after.csv\",encoding=\"ANSI\",index=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5fd625ed",
   "metadata": {},
   "source": [
    "# 数据可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ae1a98b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple/\n",
      "Requirement already satisfied: wordcloud in c:\\users\\86137\\appdata\\roaming\\python\\python311\\site-packages (1.9.4)\n",
      "Requirement already satisfied: numpy>=1.6.1 in c:\\anaconda3\\lib\\site-packages (from wordcloud) (1.24.3)\n",
      "Requirement already satisfied: pillow in c:\\anaconda3\\lib\\site-packages (from wordcloud) (9.4.0)\n",
      "Requirement already satisfied: matplotlib in c:\\anaconda3\\lib\\site-packages (from wordcloud) (3.7.1)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in c:\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (1.0.5)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (0.11.0)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (4.25.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (1.4.4)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (23.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in c:\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (3.0.9)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (2.8.2)\n",
      "Requirement already satisfied: six>=1.5 in c:\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "! pip install wordcloud -i https://pypi.tuna.tsinghua.edu.cn/simple/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1836a416",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
      "Requirement already satisfied: jieba in c:\\users\\86137\\appdata\\roaming\\python\\python311\\site-packages (0.42.1)\n"
     ]
    }
   ],
   "source": [
    "! pip install jieba -i https://pypi.tuna.tsinghua.edu.cn/simple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c44bbb5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入包\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import re\n",
    "from wordcloud import WordCloud\n",
    "import jieba\n",
    "from tkinter import _flatten\n",
    "import seaborn as sns\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"] # 设置中文显示\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "08d59bbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "#读取数据\n",
    "#读取销售数据\n",
    "all_sales_data=pd.read_csv(\"pizza_sales.csv\",encoding=\"utf-8\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5afff4cc",
   "metadata": {},
   "source": [
    "# 柱状图：不同类别的披萨的销售量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "22e6fcf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "category_data=all_sales_data[[\"pizza_category\",\"quantity\"]].groupby(by=\"pizza_category\").sum()\n",
    "category_data=category_data.sort_values(by=\"pizza_category\",ascending=False).head(10)\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.xlabel(\"pizza销量(个)\")\n",
    "plt.ylabel(\"pizza种类\")\n",
    "plt.title(\"不同类别的披萨的销售量\")\n",
    "plt.barh(category_data.index,category_data[\"quantity\"].values)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b3e9860",
   "metadata": {},
   "source": [
    "# 柱状图：销量前十披萨"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "53a3007a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sales_data=all_sales_data[[\"pizza_name\",\"quantity\"]].groupby(by=\"pizza_name\").sum()\n",
    "sales_data=sales_data.sort_values(by=\"pizza_name\",ascending=False).head(10)\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.xlabel(\"pizza销量(个)\")\n",
    "plt.ylabel(\"pizza名称\")\n",
    "plt.title(\"销量前十披萨\")\n",
    "plt.barh(sales_data.index,sales_data[\"quantity\"].values)\n",
    "# 绘制柱状图  \n",
    "  \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22700b70",
   "metadata": {},
   "source": [
    "# 各区间的披萨价格及销量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9814eb07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cP39eCCHE8OHDxfDhw8WGDRtE27Ztpf379u0rgoKCjGpcs2aNVGNQUJDw9fUVQggxdOhQYW5uLuzt7fMt1tbWQqVSFfjzeNqIESPEjBkzpPXvvvtO1K5dW/zT/fv3ha2trTh58qT0M920aZNQqVSiX79+4o8//jDaPyYmRowYMULUrVvX6JaiEELk5uYKd3d3sXPnTqHT6USjRo3EnDlzpPYxY8aI1q1b56tBCCEsLCyEvb29ACDs7OyEhYWF+Oabb8SBAweEi4uLOHTokNESGBgounbtmu91AgIChIODg/D09JQWAMLd3V1ad3FxEZ6engXWQVSR8TYcUSVRtWpVTJ8+XZonyMzMzGgOnn+qUaMGkpKSoNfr88199ERsbCzefvttCCHwyy+/wMXFBQsWLIC9vT0++ugjODk5YdWqVYW+R2GzVIsieqXUajXc3Nyk9X/WN2bMGCxevBhr1qzBo0ePjOYGqlevHsaOHQs3NzdMnToVLVq0AABcu3YNb7zxBnr37o0JEybg+vXrMBgMOHTokOxM32+//Ta++OILREREQK/X491338WmTZtk65eTnp6Opk2bFrnfwoUL0bVrV6NbayNHjkSPHj3QpUsXdOjQwejn8mQKgKtXr0pTHjyxZcsWAEC/fv1gbm6OHTt2oEOHDmjRogXs7e0RFhZW6AzcOp0OcXFx8PDwQGJiojRY/T//+Q+srKzQo0cPo/3Dw8MLnNlcp9OhXbt2ePvtt6Vto0aNwtixY6XetDNnzuSbp4qoMuBtOKJKZOjQoWjTpg0UCgUsLCxw4MABo2+VPVm+/fZbaexJQUFJr9dj5syZaNmyJdzc3HDmzBmjr4hPnToVs2fPxrlz5wqd9Rl4PHXAl19+aXRL7ZNPPinw8R8lMXz4cERGRkKtViMzMxN2dnZS21tvvYVZs2YZzSGVlpaGc+fOwdfXFzVr1kSvXr0wf/58jB49Gm+99RYaN25c4PucO3cOmzdvBvA4jKSkpEhzUJXWf//7X1SvXr3I/dzc3PKFOKVSiZo1a0KtVmPBggXIzs6Wlnnz5sHKyipfUHrw4AHmz5+PWbNmSW3e3t7YvHkzAgMDMWjQIMyZM0eaL6ooT89Sfvv27XzfaCts1vQpU6bgrbfeQl5enrQAj/9fe7Lerl07o2kfiCoL9iwRVVL//ND8p8J6k560devWDY6Ojvj444/zjQcCgCVLliAjI8OoV+dJT9KTnqMDBw4UOs/S0/v9c4yLTqdDQkJCvtd9omrVqlJoefjwoVFYKsiWLVtga2srDXwPCQlB06ZNYWdnJztj9O3bt/H9999j6dKlaN26NaKiojBmzBjZ95KTlJSEqKgoNG/evMh9n0wZ8PTg+CcKuh5A/p+jXq/HyJEjUatWLYwbN07abjAY8PDhQygUCqSnp+Pq1au4ceMGPD09ZWtat24dNm3ahCtXrgAAateujbi4OKN95s+fb/RYFODxFATjxo2DpaVlvtrDwsKkSUkNBgOys7NRt25dtG/fXrYWooqEYYmoEnvw4IFR6HgiNTW1wFtheXl50oNfO3XqhE6dOknfNiuIhYUF0tPToVarpT8D//uGWmETTwKP5zJ6Mh/P0/vp9fp831p7sr0gly9fhqOjo9G27OxsJCYmQqlU4sGDB/jss88wceJEWFlZ4f79+1i0aBGqV6+O3NxcDBw4EF988YU0iPtp/fr1Q58+fWBmZobVq1cjLy+vRM8u+2fNM2bMgLe3N7y8vIr9Gk/P4P30tkWLFhn14uTl5Rnd3svOzsbQoUPx22+/4c8//4RSqURycjJ27tyJtWvXIiUlBRs3bkTbtm0xceJENGjQAN27d8eAAQPQt29fox60q1evAgBCQ0OxZcsWmJubF3g9UlNTcfPmzXyBqEGDBoiIiICTk5NRiFcoFNi/f780Gaj4/7OUFxX0iSoc0wyVIqJnpVarjebH+efi6uqa75iuXbvKHlPYsnfvXiGEED/99JMAIC5dulRkfUOHDhVmZmbijTfeMJojafbs2QXOs7RhwwZp/cyZM2LkyJHC399fqFQq8fXXXxvt3759ewFAmuepdu3aIiYmRsyaNUs4ODiI9u3bi/j4eJGUlCQCAwOFUqkU9evXF7GxsUIIIb788kuphqysLPHpp58KpVIpvv3222L85P/njz/+EACETqcTU6ZMEWZmZuL333832mfz5s0FXosnnsyP9KQ2IYR49dVXxeLFi432W7BggWjQoIHRcc2aNRMnT54UN27cEC1bthRKpVI0adJEhISECI1GY3T8rl27hI+PjwAgBgwYYNQWHh4uevToIR4+fCht27Fjh9HA9JycHFG/fn1RpUoVsX79emn7woULRdWqVQucY8ne3l54enoabatfv76oXr26GDx4sMxPlqhiYVgiqqTi4uLyTdRY1gwGg9DpdEaTMRbXnTt3Cpwg8/z58+LIkSNG2yIiIkRSUpK0rtVqxeuvvy4mT56cbwJOIYQ4ffq0OH78uFTXnTt3RFZWlggMDBTffPONNKHkEzdu3DAKXMHBwVJYys7OFkOHDs0XTorjt99+EwDEnTt3RI8ePcTWrVvz7bN+/XqjyTP/KS8vT9y6dUvk5ORI2zQaTb5vvBXk6euybds2cfXq1SKPCQ8PF4mJiUXuV5C7d++W6v8FospOIUQxJ1MhInpBCSFKNZFmWb8GEVVMDEtEREREMjh1ABEREZEMhiUiIiIiGSYNSw8ePMDZs2cLfM4RERERUUVgsnmWduzYgfHjx6NOnTr466+/sHnzZgwZMgSTJk3C2rVrpf08PT1x/fp1AEB0dDRGjRqF69evY8yYMVi2bJk0oLK0bcVhMBiQlJQEW1tbDuAkIiJ6AQghkJ6ejpo1axY6EezTOz93qampomrVquLy5ctCCCG2bt0qatWqJYR4PH/KwYMHRWpqqkhNTRVarVYI8fjrvXXq1BFjx44V169fFz179hSbN29+prbiio+PL9XcNFy4cOHChQuXir3Ex8cXmQNM8m24+Ph4nDp1CoGBgQAeT5XfsWNHPHz4EE5OTkhKSjJ67hMA7Nu3D6NHj0ZCQgKsra0RFRWFiRMn4syZM6VuKy6NRgMHBwfEx8cX+dgFIiIiqvi0Wi3c3d2RlpYGe3t72X1NchvO3d1dCkq5ublYvnw5BgwYgEuXLkEIgebNmyMxMRGdO3fGxo0bUatWLURFRaFdu3bSc6q8vb0RExMDAKVuK4xOp4NOp5PWnzziwc7OjmGJiIjoBVKc4TUmHeAdFRWFatWq4ciRI1i5ciViY2Ph5eWF7du3IyYmBubm5hg7diyAxwnQw8NDOlahUEClUiE1NbXUbYVZunQp7O3tpeWfz7AiIiKil4dJw5K3tzeOHz8OLy8vjBo1CoGBgQgPD4ePjw88PDywdu1aHDlyBFqtFmZmZlCr1UbHW1paIisrq9RthZk9ezY0Go20xMfHl91JExERUaVism/DAY97eVq0aIGwsDDUrl0bqampRk8Xd3BwgMFgwJ07d+Dk5ITo6Gij49PT02FhYVHqtsKo1ep8AYuIiIheTibpWTpx4gSCgoKkdTOzx5nt008/xc6dO6XtERERUCqVcHd3h4+PD8LDw6W2uLg46HQ6ODk5lbqNiIiIqCgmCUsNGzbEhg0bsHHjRsTHx2PWrFnw9/dHixYtMHfuXJw6dQonTpzApEmTMHLkSFhbW8PPzw8ajQZbt24FAISEhKBbt25QqVSlbiMiIiIqiskepHv48GF89NFHSEhIQPfu3fHVV1/B2dkZs2fPRmhoKGxtbdG/f38EBwfDxsYGwOPpA4YNGwZbW1vo9XqcPHkSXl5ez9RWHFqtFvb29tBoNPw2HBER0QugJJ/tJgtLpZWYmIjIyEj4+vrC2dm5TNqKwrBERET0Ynmhw5IpMCwRERG9WEry2W7SqQOIiIiIKjqGJSIiIiIZDEtEREREMhiWiIiIiGQwLBERERHJYFgiIiIiksGwRERERCTDpA/SJXoZ1Jl10NQlvNTiQnqZugQiquTYs0REREQkg2GJiIiISAbDEhEREZEMhiUiIiIiGQxLRERERDIYloiIiIhkMCwRERERyWBYIiIiIpLBsEREREQkg2GJiIiISAbDEhEREZEMhiUiIiIiGQxLRERERDIYloiIiIhkMCwRERERyWBYIiIiIpLBsEREREQkg2GJiIiISAbDEhEREZEMhiUiIiIiGQxLRERERDIYloiIiIhkMCwRERERyWBYIiIiIpLBsEREREQkg2GJiIiISAbDEhEREZEMhiUiIiIiGQxLRERERDIYloiIiIhkMCwRERERyWBYIiIiIpLBsEREREQkw6Rh6cGDBzh79izu379vyjKIiIiICmWysLRjxw7Uq1cPEydORK1atbBjxw4AQHR0NHx8fODo6IigoCAIIaRjyqONiIiISI5JwlJaWhomTZqE06dP48KFC9iwYQNmzpwJnU6HgIAAtGrVCpGRkYiJiUFYWBgAlEsbERERUVFMEpbS09OxcuVKNGnSBADQrFkzpKam4tChQ9BoNFixYgU8PT0RHByMTZs2AUC5tBEREREVxcwUb+ru7o7AwEAAQG5uLpYvX44BAwYgKioK7dq1g7W1NQDA29sbMTExAFAubYXR6XTQ6XTSularLatTJyIiokrGpAO8o6KiUK1aNRw5cgQrV66EVquFh4eH1K5QKKBSqZCamloubYVZunQp7O3tpcXd3b2Mz5yIiIgqC5OGJW9vbxw/fhxeXl4YNWoUzMzMoFarjfaxtLREVlZWubQVZvbs2dBoNNISHx//jGdKRERElZVJw5JCoUCLFi0QFhaGH3/8EU5OTkhJSTHaJz09HRYWFuXSVhi1Wg07OzujhYiIiF5OJglLJ06cQFBQkLRuZvZ46FTDhg0RHh4ubY+Li4NOp4OTkxN8fHzKvI2IiIioKCYJSw0bNsSGDRuwceNGxMfHY9asWfD390evXr2g0WiwdetWAEBISAi6desGlUoFPz+/Mm8jIiIiKopCmGiGxsOHD+Ojjz5CQkICunfvjq+++grOzs7Yt28fhg0bBltbW+j1epw8eRJeXl4AUC5txaHVamFvbw+NRsNbclRidWYdNHUJL7W4kF6mLoGIKqCSfLabLCzJSUxMRGRkJHx9feHs7FzubUVhWKJnwbBkWgxLRFSQkny2m2SepaK4urrC1dX1ubURERERFcak34YjIiIiqugYloiIiIhkMCwRERERyWBYIiIiIpLBsEREREQkg2GJiIiISAbDEhEREZEMhiUiIiIiGQxLRERERDIYloiIiIhkMCwRERERyWBYIiIiIpLBsEREREQkg2GJiIiISAbDEhEREZEMhiUiIiIiGQxLRERERDIYloiIiIhkMCwRERERyWBYIiIiIpLBsEREREQkg2GJiIiISAbDEhEREZEMhiUiIiIiGQxLRERERDIYloiIiIhkMCwRERERyWBYIiIiIpLBsEREREQkg2GJiIiISAbDEhEREZEMhiUiIiIiGQxLRERERDIYloiIiIhkMCwRERERyWBYIiIiIpLBsEREREQkg2GJiIiISAbDEhEREZEMhiUiIiIiGQxLRERERDIYloiIiIhkMCwRERERyTBZWPrxxx9Rt25dmJmZoW3btoiNjQUATJo0CQqFQlrq1asnHRMdHQ0fHx84OjoiKCgIQohnbiMiIiKSY5KwdOPGDYwaNQohISFITExE7dq1MWbMGADAuXPncPDgQaSmpiI1NRUXLlwAAOh0OgQEBKBVq1aIjIxETEwMwsLCnqmNiIiIqCgmCUuxsbEIDg7G4MGDUa1aNYwfPx6RkZHIy8tDdHQ0/Pz84ODgAAcHB9ja2gIADh06BI1GgxUrVsDT0xPBwcHYtGnTM7URERERFcXMFG/au3dvo/W//voL9erVw6VLlyCEQPPmzZGYmIjOnTtj48aNqFWrFqKiotCuXTtYW1sDALy9vRETEwMApW4rjE6ng06nk9a1Wm3ZnDgRERFVOiYf4J2Tk4Ply5djwoQJiI2NhZeXF7Zv346YmBiYm5tj7NixAB4HFg8PD+k4hUIBlUqF1NTUUrcVZunSpbC3t5cWd3f3cjhzIiIiqgxM0rP0tHnz5qFKlSr44IMPYG5ujsDAQKlt7dq1qFu3LrRaLczMzKBWq42OtbS0RFZWVqnbHB0dC6xp9uzZmDZtmrSu1WoZmIiIiF5SJg1LR48eRWhoKMLDw2Fubp6v3cHBAQaDAXfu3IGTkxOio6ON2tPT02FhYVHqtsKo1ep8AYuIiIheTia7DXfz5k0EBgZi/fr1aNy4MQBg2rRp2Llzp7RPREQElEol3N3d4ePjg/DwcKktLi4OOp0OTk5OpW4jIiIiKopJwtKjR4/Qu3dv9OvXD3379kVGRgYyMjLQrFkzzJ07F6dOncKJEycwadIkjBw5EtbW1vDz84NGo8HWrVsBACEhIejWrRtUKlWp24iIiIiKYpLbcIcPH0ZsbCxiY2Px9ddfS9tv3bqFq1evom/fvrC1tUX//v0RHBz8uFAzM2zcuBHDhg1DUFAQ9Ho9Tp48+UxtREREREVRiEo2nXViYiIiIyPh6+sLZ2fnMmkrilarhb29PTQaDezs7J75HOjlUmfWQVOX8FKLC+ll6hKIqAIqyWe7yb8NV1Kurq5wdXUt0zYiIiKiwph8niUiIiKiioxhiYiIiEgGwxIRERGRDIYlIiIiIhkMS0REREQyGJaIiIiIZDAsEREREclgWCIiIiKSwbBEREREJINhiYiIiEgGwxIRERGRDIYlIiIiIhkMS0REREQyGJaIiIiIZDAsEREREclgWCIiIiKSwbBEREREJINhiYiIiEgGwxIRERGRDIYlIiIiIhkMS0REREQyGJaIiIiIZDAsEREREclgWCIiIiKSwbBEREREJINhiYiIiEgGwxIRERGRDIYlIiIiIhkMS0REREQyGJaIiIiIZDAsEREREclgWCIiIiKSwbBEREREJINhiYiIiEgGwxIRERGRDLOSHnD27Fns27cPt2/fhr29PRo1aoQhQ4agRo0a5VEfERERkUkVOyzdu3cP77zzDqysrDBs2DAMHDgQmZmZ+OOPP9CxY0e88847WLBgAZRKdlYRERHRi6NYYen69evo06cPQkJC0KdPH6O21157DVOmTMH48ePx1ltvYc+ePVAoFOVSLBEREdHzVqxuoFGjRiE0NDRfUHrCysoKYWFhsLW1xQ8//FCmBRIRERGZUrF6lk6cOAFzc/Mi9wsLC+NtOCIiInqhFCvZFCcoAWBQIiIiohdOqdLNwYMHERcXV8alEBEREVU8pQpL06ZNw9y5c5/pjX/88UfUrVsXZmZmaNu2LWJjYwEA0dHR8PHxgaOjI4KCgiCEkI4pjzYiIiIiOSUOSzt27MDNmzcxb968Ur/pjRs3MGrUKISEhCAxMRG1a9fGmDFjoNPpEBAQgFatWiEyMhIxMTEICwsDgHJpIyIiIipKicLS/fv38dFHH2HBggVo1KhRqd80NjYWwcHBGDx4MKpVq4bx48cjMjIShw4dgkajwYoVK+Dp6Yng4GBs2rQJAMqljYiIiKgoxZ6U8tGjR+jVqxfatm37TL1KANC7d2+j9b/++gv16tVDVFQU2rVrB2trawCAt7c3YmJiAKBc2gqj0+mg0+mkda1W+0znS0RERJVXkT1LBoMBSUlJ6Ny5M2rWrFnm8yjl5ORg+fLlmDBhArRaLTw8PKQ2hUIBlUqF1NTUcmkrzNKlS2Fvby8t7u7uZXrOREREVHkU2bM0c+ZMbN68GVOmTMH8+fMRFBSE33//vcBpAvLy8pCbm4uIiIhiFzBv3jxUqVIFH3zwAebNmwe1Wm3UbmlpiaysLJiZmZV5m6OjY4E1zZ49G9OmTZPWtVotAxMREdFLqsiw1LVrVxw9ehT79+/HsGHD4O/vj1atWsHS0tLosSZCCOTk5CAnJ6fYb3706FGEhoYiPDwc5ubmcHJyQnR0tNE+6enpsLCwKJe2wqjV6nwBi4iIiF5ORYalHj164I033sDcuXPRvn17HDx4EG+88cYzv/HNmzcRGBiI9evXo3HjxgAAHx8ffPPNN9I+cXFx0Ol0cHJyKpc2IiIioqIU69twKpUKISEhWLVqFbp3756vp6akHj16hN69e6Nfv37o27cvMjIykJGRgU6dOkGj0WDr1q0AgJCQEHTr1g0qlQp+fn5l3kZERERUFIUo4QyNwcHB+Oabb3DhwgXY29uX6k337duH/v3759t+69YtXLx4EcOGDYOtrS30ej1OnjwJLy8v6biybisOrVYLe3t7aDQa2NnZleqc6eVVZ9ZBU5fwUosL6WXqEoioAirJZ3uJw5LBYEDr1q3Rrl07fPXVV89UaGESExMRGRkJX19fODs7l3tbURiW6FkwLJkWwxIRFaQkn+3FnmfpCaVSiSVLlmD37t2lLrAorq6ucHV1fW5tRERERIUpcVgCgJ49e6Jnz55lXQsRERFRhVOqB+kSERERvSyKFZZGjRqFO3fuFLnfhg0bcPz48WcuioiIiKiiKFZY6t+/P3r37o34+PhC9/n222+xevVqtGjRosyKIyIiIjK1Yo1Z6tOnD6ytrdG9e3e8//77CAwMhIuLC/R6PSIiIvDll18iJSUFhw8f5mSPRERE9EIp9gDvbt264bfffkNoaCj69OmD+/fvQ61Wo169eggMDMSgQYOMHn9CRERE9CIo0bfhHB0dMXv2bMyePbu86iEiIiKqUPhtOCIiIiIZDEtEREREMhiWiIiIiGQwLBERERHJYFgiIiIiksGwRERERCSDYYmIiIhIBsMSERERkYxShaWZM2cW2vbtt9+WuhgiIiKiiqZUYeno0aP5tkVGRkKv12PDhg3PXBQRERFRRVGsx53Uq1cPVlZWyMvLw/vvvw97e3uEhobi448/hkqlgp+fH+7du4cTJ07AysqqvGsmIiIiem6K1bNUtWpVWFlZYcmSJUhNTYW5uTkMBgPWrFmDBg0aoHHjxrCwsIC1tXV510tERET0XBUrLFlZWcHS0hLu7u5G2x0cHGBubg4zsxI9j5eIiIio0nimb8Pl5eUBAAwGA4QQyMnJKZOiiIiIiCqKUncJCSEwYsQI5OTkSIO7q1WrBoVCUZb1EREREZlUqXuWFAoFvv/+e7Rt2xYzZsxAu3btkJqaimbNmpVlfUREREQm9cyTUrIniYiIiF5kxboNp9FoYDAYcOnSJaPtcXFxyMzMRHZ2drkUR0RERGRqxepZsrS0xCuvvILvv/8e7u7uePToEaytrbF69WpotVrcvXsXubm5uH//PnuaiIiI6IVSrJ6ls2fPGq2vXbsWI0eOxMiRI6Vtv//+O2xsbJCenl6mBRIRERGZUqm+Defr65tvW/v27QEACxcufKaCiIiIiCqSUg3wDg0NLbStV69epS6GiIiIqKIpVs+SXq/H6NGjsXDhQri7u2Pz5s1Qq9X5xicpFAq0bNkSXl5e5VIsERER0fNWrLCUlZUFR0dHtG7dGrt27cKCBQvQpUsXHD58GN27d8fhw4fh7++Pe/fuYcaMGbh37155101ERET0XBTrNpytrS1WrlyJiIgING3aFE2bNsX27dvh6uoq/XfHjh34z3/+gzp16nCQNxEREb0witWz1LJlS1haWgJ4/Bw4Ozs7APknpLSxscEff/xRxiUSERERmU6xwtKaNWtgbW0NpVKJrKwsLFiwwKidcysRERHRi6pYt+E6dOgAhUKBDz/8ELa2tvj7778xZ84c3L171+i/TxYiIiKiF0WxepZSU1PRq1cvzJ8/H56enhg7dizUajXmzp0LANJ/hRB49OhR+VVLRERE9JwVKyw5Ojri2rVriI2NhZWVFWbNmgUAiI2NhVarRdu2baHVaqWxTEREREQvimJPSmlubo5u3boBAFq3bg2dTofz58/j2LFjyMnJQfv27bFp06ZyK5SIiIjIFIrVs/Tll1/Cx8cHZmaPd3/48CGWL1+O6OhopKWlQaFQwMfHBxMnTkT16tU5izcRERG9MIrVs5SYmIju3bsjNzcXGRkZAIDc3FwYDAYIIZCbmwsPDw8MGzYs30N3iYiIiCozhRBCFGfH+Ph4jBw5EmlpaejYsSOWL1+OXbt24datW9IA7xeVVquFvb09NBoNx2VRidWZddDUJbzU4kLY001E+ZXks71Yt+EAwN3dHUeOHMHKlSsxdepUqFQqDBw4EHq9/pkLJiIiIqqoij3AGwBUKhWmT58OlUoFALCwsEBaWlp51EVERERUIRQrLOXk5KB58+bSn9944w0Ajx+w27Vr11K/+YMHD+Dh4YG4uDhp26RJk6BQKKSlXr16Ult0dDR8fHzg6OiIoKAgPH0HsbRtRERERHKKdRvu6R4kc3NzJCUlYfv27ahWrRrUanWp3vj+/fsICAgwCkoAcO7cORw8eBC+vr4AIPVi6XQ6BAQEoHv37tixYwcmT56MsLAwjBo1qtRtRERlgePSTIvj0qi8Ffs2nFL5eFetVgsLCwtoNBpMmTKl1M+FGzJkCIYMGWK0LS8vD9HR0fDz84ODgwMcHBxga2sLADh06BA0Gg1WrFgBT09PBAcHS/M6lbaNiIiIqCjFCks3b96EXq/HpUuX4OLiAoVCgXHjxuHy5culfuONGzdiypQpRtsuXboEIQSaN28OKysr9OjRA//9738BAFFRUWjXrh2sra0BAN7e3oiJiXmmtsLodDpotVqjhYiIiF5OxQpLLVu2RFJSElasWIHY2FgIIXDlyhUcOnSo1G9ct27dfNtiY2Ph5eWF7du3IyYmBubm5hg7diyAxz1aHh4e0r4KhQIqlQqpqamlbivM0qVLYW9vLy3u7u6lPk8iIiKq3IoVltLS0uDm5oawsDB4eHhAr9dj1apVZV5MYGAgwsPD4ePjAw8PD6xduxZHjhyBVquFmZlZvvFRlpaWyMrKKnVbYWbPng2NRiMt8fHxZXeSREREVKkUe8zSk7FJeXl58PLywsaNG/Hmm2/i4sWLcHZ2RpcuXfCf//ynTItzcHCAwWDAnTt34OTkhJSUFKP29PR0WFhYlLqtMGq1GnZ2dkYLERERvZyKFZa+/vprZGRk4KeffsJ///tfbNmyRWpLSEjA4cOHMXnyZEyfPh3/+te/Sl3MtGnTsHPnTmk9IiICSqUS7u7u8PHxQXh4uNQWFxcHnU4HJyenUrcRERERFaVYYenAgQN49OgRjhw5gtDQULi5uWHhwoWIjo7GyJEj4ePjI4Wm/fv3l7qY5s2bY+7cuTh16hROnDiBSZMmYeTIkbC2toafnx80Gg22bt0KAAgJCUG3bt2gUqlK3UZERERUlGI/G65u3bq4efMmgoKCULt2bcTFxWHv3r2YM2cOvL29MWTIENy4cQM6na5Ecy8pFArcunULderUAfB4vFBoaChsbW3Rv39/BAcHw8bGBgCwb98+DBs2DLa2ttDr9Th58iS8vLyeqa04+Gw4ehacg8e0nsccPLzGpsV5lqg0SvLZXqqw1LJlS3To0AFCCGks019//YUGDRoAAGrVqvWMp1C4xMREREZGwtfXF87OzmXSVhSGJXoW/CA1LYalFx/DEpVGmT9INzc3F9nZ2QAAOzs7zJs3T+o9ejprGQwGZGdn4/bt26WtvUiurq5wdXUt0zYiIiKiwhQrLJmZmWHHjh24c+cOPvnkE3zyySeF7nv//v0yK46IiIjI1Io1wFuhUEg9M15eXrh79y7OnTuX74G0eXl5aNWqFZKTk8ulWCIiIqLnrdjzLAFAmzZtsGXLFri4uMDHxwfOzs4YO3as9PiQXbt2oU6dOnBxcSmXYomIiIiet2LdhntCqVSidevWAIBXXnkFERER2Lt3L1577TW888472Ldvn9EcTERERESVXbHCUs2aNWFhYYHk5GTUr19f+hZcnTp18NFHH6Fdu3bo0qULmjZtio4dO5Z3zURERETPTbFuw508eRJhYWFo2LAhjh49iqNHjyInJwfr169HQEAABg4ciM8//xx2dnZYtmxZeddMRERE9NwUq2fp1VdfhVKphKWlJWrXrg0A0Ol0uH37NiZMmICuXbvCwsICAQEB8PHxwdChQ+Hu7l6uhRMRERE9DyUas3Tu3DnUrFkTAJCTk4Pdu3fj9OnTOHDgAHr16oVevXph8ODBSE5OZlgiIiKiF0Kxw1KdOnUQGxuLkydPonv37sjNzUVGRgbu3buH8PBwzJkzBx9//DFWrVqFVq1alWfNRERERM9NsacOUKlUqFWrFj799FPUrFkTer0eY8aMweuvv445c+YgKioKc+fOxdq1a8uzXiIiIqLnqlg9Sz179oTBYIBSqURycjJ69uwJIQQuXboEf39/mJk9fhmlUom+ffuWa8FEREREz1OxwtLIkSOhUqmgUCgQFRWFsWPHAgAaNmyIc+fOYfr06QCA69evY/r06Rg9ejRUKlX5VU1ERET0nBQrLA0ePBjA4wfqTps2Teo9atOmDerVq4c2bdqgRo0a0Gg0uH//PnJzcxmWiIiI6IVQom/DmZmZ4fjx49J6jRo1cOzYMdSoUQMAYG9vj6VLl5ZthUREREQmVKJnwykUCnh6ehpta9++fZkWRERERFSRlCgsEREREb1sGJaIiIiIZDAsEREREclgWCIiIiKSwbBEREREJINhiYiIiEgGwxIRERGRDIYlIiIiIhkMS0REREQyGJaIiIiIZDAsEREREclgWCIiIiKSwbBEREREJINhiYiIiEgGwxIRERGRDIYlIiIiIhkMS0REREQyGJaIiIiIZDAsEREREclgWCIiIiKSwbBEREREJINhiYiIiEgGwxIRERGRDIYlIiIiIhkMS0REREQyGJaIiIiIZDAsEREREclgWCIiIiKSYdKw9ODBA3h4eCAuLk7aFh0dDR8fHzg6OiIoKAhCiHJtIyIiIpJjsrB0//599O7d2ygo6XQ6BAQEoFWrVoiMjERMTAzCwsLKrY2IiIioKCYLS0OGDMGQIUOMth06dAgajQYrVqyAp6cngoODsWnTpnJrIyIiIiqKycLSxo0bMWXKFKNtUVFRaNeuHaytrQEA3t7eiImJKbe2wuh0Omi1WqOFiIiIXk4mC0t169bNt02r1cLDw0NaVygUUKlUSE1NLZe2wixduhT29vbS4u7u/qynS0RERJVUhfo2nJmZGdRqtdE2S0tLZGVllUtbYWbPng2NRiMt8fHxz3hmREREVFlVqLDk5OSElJQUo23p6emwsLAol7bCqNVq2NnZGS1ERET0cqpQYcnHxwfh4eHSelxcHHQ6HZycnMqljYiIiKgoFSos+fn5QaPRYOvWrQCAkJAQdOvWDSqVqlzaiIiIiIpiZuoCnmZmZoaNGzdi2LBhCAoKgl6vx8mTJ8utjYiIiKgoJg9L/5xNu1+/fvj7778RGRkJX19fODs7l2sbERERkRyTh6WCuLq6wtXV9bm1ERERERWmQo1ZIiIiIqpoGJaIiIiIZDAsEREREclgWCIiIiKSwbBEREREJINhiYiIiEgGwxIRERGRDIYlIiIiIhkMS0REREQyGJaIiIiIZDAsEREREclgWCIiIiKSwbBEREREJINhiYiIiEgGwxIRERGRDIYlIiIiIhkMS0REREQyGJaIiIiIZDAsEREREclgWCIiIiKSwbBEREREJINhiYiIiEgGwxIRERGRDIYlIiIiIhkMS0REREQyGJaIiIiIZDAsEREREclgWCIiIiKSwbBEREREJINhiYiIiEgGwxIRERGRDIYlIiIiIhkMS0REREQyGJaIiIiIZDAsEREREclgWCIiIiKSwbBEREREJINhiYiIiEgGwxIRERGRDIYlIiIiIhkMS0REREQyGJaIiIiIZFTIsDRp0iQoFAppqVevHgAgOjoaPj4+cHR0RFBQEIQQ0jGlbSMiIiKSUyHD0rlz53Dw4EGkpqYiNTUVFy5cgE6nQ0BAAFq1aoXIyEjExMQgLCwMAErdRkRERFSUCheW8vLyEB0dDT8/Pzg4OMDBwQG2trY4dOgQNBoNVqxYAU9PTwQHB2PTpk0AUOo2IiIioqJUuLB06dIlCCHQvHlzWFlZoUePHvjvf/+LqKgotGvXDtbW1gAAb29vxMTEAECp2wqj0+mg1WqNFiIiIno5VbiwFBsbCy8vL2zfvh0xMTEwNzfH2LFjodVq4eHhIe2nUCigUqmQmppa6rbCLF26FPb29tLi7u5ePidLREREFV6FC0uBgYEIDw+Hj48PPDw8sHbtWhw5cgQGgwFqtdpoX0tLS2RlZcHMzKxUbYWZPXs2NBqNtMTHx5fdCRIREVGlUuHC0j85ODjAYDCgevXqSElJMWpLT0+HhYUFnJycStVWGLVaDTs7O6OFiIiIXk4VLixNmzYNO3fulNYjIiKgVCrRtGlThIeHS9vj4uKg0+ng5OQEHx+fUrURERERFaXChaXmzZtj7ty5OHXqFE6cOIFJkyZh5MiR8Pf3h0ajwdatWwEAISEh6NatG1QqFfz8/ErVRkRERFQUM1MX8E/Dhw9HbGws+vbtC1tbW/Tv3x/BwcEwMzPDxo0bMWzYMAQFBUGv1+PkyZMAUOo2IiIioqIoRCWbzjoxMRGRkZHw9fWFs7NzmbQVRavVwt7eHhqNhuOXqMTqzDpo6hJeanEhvcr9PXiNTet5XGN68ZTks73C9SwVxdXVFa6urmXaRkRERFSYCjdmiYiIiKgiYVgiIiIiksGwRERERCSDYYmIiIhIBsMSERERkQyGJSIiIiIZDEtEREREMhiWiIiIiGQwLBERERHJYFgiIiIiksGwRERERCSDYYmIiIhIBsMSERERkQyGJSIiIiIZDEtEREREMhiWiIiIiGQwLBERERHJYFgiIiIiksGwRERERCSDYYmIiIhIBsMSERERkQyGJSIiIiIZDEtEREREMhiWiIiIiGQwLBERERHJYFgiIiIiksGwRERERCSDYYmIiIhIBsMSERERkQyGJSIiIiIZDEtEREREMhiWiIiIiGQwLBERERHJYFgiIiIiksGwRERERCSDYYmIiIhIBsMSERERkQyGJSIiIiIZDEtEREREMsxMXcDLrs6sg6Yu4aUXF9LL1CUQEVEFxp4lIiIiIhkMS0REREQyGJaIiIiIZLw0YSk6Oho+Pj5wdHREUFAQhBCmLomIiIgqgZciLOl0OgQEBKBVq1aIjIxETEwMwsLCTF0WERERVQIvRVg6dOgQNBoNVqxYAU9PTwQHB2PTpk2mLouIiIgqgZdi6oCoqCi0a9cO1tbWAABvb2/ExMQUur9Op4NOp5PWNRoNAECr1ZZ5bQZdVpm/JpVMeVzXp/Eam1Z5X1+A19jUnsc1phfPk/9vijMs56UIS1qtFh4eHtK6QqGASqVCamoqHB0d8+2/dOlSLFq0KN92d3f3cq2TTMN+pakroPLE6/vi4zWmZ5Geng57e3vZfV6KsGRmZga1Wm20zdLSEllZWQWGpdmzZ2PatGnSusFgwMOHD/HKK69AoVCUe72ViVarhbu7O+Lj42FnZ2fqcqiM8fq++HiNX2y8voUTQiA9PR01a9Ysct+XIiw5OTkhOjraaFt6ejosLCwK3F+tVucLVw4ODuVV3gvBzs6Ov4gvMF7fFx+v8YuN17dgRfUoPfFSDPD28fFBeHi4tB4XFwedTgcnJycTVkVERESVwUsRlvz8/KDRaLB161YAQEhICLp16waVSmXiyoiIiKiieyluw5mZmWHjxo0YNmwYgoKCoNfrcfLkSVOX9UJQq9VYsGBBvtuW9GLg9X3x8Rq/2Hh9y4ZCvERTWScmJiIyMhK+vr5wdnY2dTlERERUCbxUYYmIiIiopF6KMUtEREREpcWwRERERCSDYYmIiIhIBsMSlTmDwWDqEoiojHBY64uP17hoDEtUZrKyHj9MlGHp5cO/bF882dnZAP53bXmNXzy8xsX3UsyzROXv8uXLmDFjBpycnFCnTh28/vrreOONN0xdFpWT+/fvIyMjA7a2ttIzEw0GA5RK/vvrRRAdHY25c+filVdeQe3atdG7d2+0atUKQgg+H/MFwWtcMvybjZ5ZVlYWRo0ahebNm2PEiBHw8vLCiBEjpBnT6cVy5coV+Pr6YvTo0ZgyZQrGjRsHAFAqlfyX6QsgPT0dQ4cORePGjfHmm2+iatWqCAgIwM8//8wP0RcEr3HJsWeJnplKpYKFhQX8/PzQo0cPAECtWrUwZMgQZGZmYvz48SaukMrSv/71L7Rv3x6rVq1CWloapk+fjk6dOuGnn36Cra2tqcujZ6RQKGBtbY2ePXuiU6dOAIBq1aph1KhRWLVqFQYPHszeh0qO17jk2LNEz0ytVkOn02HPnj3SNj8/P+zatQufffYZQkNDTVgdlbWsrCzY2trCwcEBderUwe7du1GjRg306dMHDx48AMBxa5WZhYUFUlJScODAAWnbwIEDsX79ekydOhV79uyRbrtS5fLkmqnVajx48IDXuAQYluiZ6PV6AMDcuXMRFRWFLVu2SG0dOnTA1q1bMW3aNBw9etRUJVIZ8/b2xr59+3D79m1p286dO1G9enW8+eabAHhLrrK5dOkSfvzxR/zxxx+wsLDAvHnzcPToUaN/APXr1w8rVqzAu+++i3PnznF8WiVz584dfP/990hJSYG5uTnmzp2LY8eO8RoXE38SVGKJiYmYOnUqsrOzoVKpADwORt26dcPPP/+Mffv2Sfu+/vrrGD58OE6dOmWiaulZ3bhxA1u2bMG3336L3NxcTJgwAS1btsTSpUtx7949ab/t27dDrVZjzJgxAMAu/Epi27Zt8Pf3x5dffonXX38d+/btw9ChQ9GpUyfs3bsXx48fl/YdMmQI+vbty3/8VEJHjhzBlClTsH//fmi1WvTq1QsdO3bEnj17cOzYMWk/XuOCMSxRidnY2GD16tWYPHkycnJyADy+3/3+++/D3d0du3btwvr166X9c3NzERkZyS7dSujSpUto0aIF1q1bh8WLF6NNmzawsbHB2LFj8fDhQ6xduxZJSUnS/hMnTsS9e/ekHkeq2JKSkjB16lSsWbMGp06dwrJly/D555/DysoK7733HhwdHfHtt99i+/bt0jEGgwEXLlwwYdVUGn379oWlpSV27NiBXbt2wdbWFpMmTYKTkxPCwsLwf//3f9K+vMb5MSxRiRgMBjx69AjNmzfHDz/8gEGDBiE3NxcA4OnpiYkTJ6J9+/bYtGkTOnbsiBEjRmDfvn14++232aVbyeTl5WHRokWYOHEi/vzzT/z888+wtbXF0qVL0atXLwQEBCA+Ph5BQUGIiYkBAKSkpCAiIgJardbE1VNxZGVloV69ehg0aBAAoGPHjrCxsUFCQgJq1KiB+fPno0mTJliyZAn69OmDcePG4fjx4+jTp4+JK6eSsra2Ro0aNSCEwNmzZ7Ft2za4ublh/vz58Pb2xvLlyxEQEMBrXAh+elGJKJVKaDQaNGzYEJcvX8aVK1fw1ltvSYGpdu3aGDt2LA4fPoxOnTrByckJmzZtwpAhQ0xcOZWUwWDAvXv3ULt2bQCAh4cHOnfujLNnzwIA3n33XYwaNQrOzs7w8fGBn58fgoKCMGPGDDg6OpqydComNzc32NnZITw8HAAQGRmJEydOoEePHmjcuDH27t2LWbNmYd++fXB1dUVubi7WrVuHAQMGmLhyKgmDwQALCwv07NkTw4YNw8CBA3H06FEcOnQI165dQ/Xq1bF79264ubnxGhdCITgKk0rh+PHj6Nq1K9LT0+Ht7Y2mTZti9+7dMDc35+SEL5Dly5fD0dER7733HgAgJiYG3bt3xy+//IJ69epJ+506dQqpqamoUaMGWrVqJY1lo4rrye9pQkICHBwcUKVKFfzyyy8wMzODq6srYmNj0adPH+zbtw8BAQGmLpfKwJo1a7Bz506cPn0a//nPf7BixQqEh4fjyy+/xPjx4zldgAzOs0TF9mTMkVKpRNeuXQEAtra2iI6ORpMmTfDWW29hz549MDMz4y/dC6J3795wcnIC8Pj629raQqFQIDMzU9rn4cOH8PPzM1WJ9Izc3NykP7/22mvSn+vWrYthw4bh0qVLDEuV1D//4dq1a1fs2LEDAFCzZk1ERkbCy8sLCoUCycnJcHFxMVWpFR7/+U/F8uSXTqlUYvv27Th8+DCAx4O3bWxsEB0djatXr6Jr167Iy8tjUKrkngzQbtiwoTTRpFKphLu7O+rVq4eEhAQAwJw5c9C9e3fodDqT1Uol9/SH6A8//ICTJ09KbRkZGdKfhRAwM+O/qSujf17js2fPonHjxnB0dMTcuXPh7++Pzz//HB9++CHOnz8PCwsLE1dcsTEsUaGe3KF9+pfu888/x9ixY6V/gZibmyMvLw82NjY4f/48NBoN7ty5Y7Ka6dkZDAbpNtqqVauwcuVKozCk1+tx7949rF69GqtWrcKaNWugVqtNVS6V0NO/zyEhIXj//fel3sO0tDSEhISga9euGDVqFH766Sf07dvXlOVSKRR0jS0tLaHX62FmZoaQkBAsXLgQ48ePx4gRI7B8+XI4ODiYtuiKThD9Q05OjtG6wWAQQgixbNkyUb16dXH8+PF8x+Tm5hrtS5WTXq+X/rxs2TJRpUoVcerUKaO2Dz74QDg5OQlbW1sRERFhkjqpZJ78Xj75PRXi8fWtUaOG0e9zZmamuHTpkpg4caL4/PPPxZUrV557rVQ6xb3Gv/32m/juu++EEMa/7ySPYYmMREdHixEjRogZM2aIlStXinv37gkhhFi8eLFwcXERJ06ckD2eYany+udfsi4uLuKXX37Jt9/q1auFo6OjiIqKeo7VUWloNBqRmZkpHj16ZLQ9JCREVKtWrcjfZ6r4inuNDQYD/35+Bvw2HEkePnyI1q1bY8iQIahZsyaSkpKwZ88eTJ48Gdu2bcPChQvh7+9v6jKpjCQmJuLGjRuoUaMGqlatKn3df9myZfjiiy+wc+dOowG/T8THx8Pc3BzVq1d/3iVTCVy+fBljxozBK6+8gjp16qBJkyaYMGEC9u/fj4kTJ2LLli14/fXXTV0mPQNe4+eHI/dIkpeXBwcHB4wYMQINGjQAANjb22Pu3Ln47rvv4O/vz2kBXhB//fUXXnvtNTRv3hy2trZ48OABVq9ejRo1amDPnj2FBiUAcHd3f87VUknl5ORg+vTpaNeuHd577z2kpaXhgw8+wJ07dzB58mQcPnwYjRs3NnWZ9Ax4jZ8vhiWSKBQK3Lp1C6dOnZLC0syZM6FSqTB16lS4ubmhefPm0Ov1nEenktu3bx9atGiBgwcPQqvVIiwsDF27dsXPP/+M48ePw8bGxtQl0jMwMzNDXl4eGjVqBG9vbwCP58Lq1KkTsrOz8cUXXwDI/9VyqjwsLCyQm5vLa/yc8CdIEmdnZ0yfPh1ff/01fv/9d2n7jBkzEBgYiDfffBPJyckMSi+AtLQ06ZEkdnZ2mDx5MubMmYMBAwZIsznz+W6Vj0ajgVarhVKpROPGjbFlyxapzcXFBadPn8bPP/+MDz/8EAD4IVoJ3bx5E+fOnUNeXh68vb2xdetWqY3XuPzwp0hG3n//fTRp0gRhYWGIioqSti9atAhNmjTB/v37TVgdPYunw0/v3r0RExODvXv3StsmTZqEoKAgDBw4EFFRUVCpVOCQxsojKioKHTp0gL+/P3x9fdGxY0e4urpi8eLF0j4uLi44cuQIdu7cia+++sqE1VJpfPfdd2jZsiU++OADNGjQAO3bt4eLiws+++wzaR9e4/LBsERGqlWrhk8++QR6vR7r1q3D6dOnpTaFQoHY2FgTVkellZKSgrfffhuJiYkAgMaNG2P48OHYtm2bUS/iuHHjMG7cOIwfPx7p6emcXLSSuHPnDrp27Yq+ffti+vTpcHNzw5w5c1C/fn1cvXoVGzZskGbgr1GjBiZNmoRLly6ZuGoqiWvXrmH69OlYv349fv31V7z++usICwtD27ZtceHCBaxfv57XuBwxLFE+Hh4emD9/PpycnDBmzBhMnToVs2bNwsWLF9GxY0dTl0el4OzsjH379uHdd9/F3bt34ejoiCFDhsDR0RFhYWE4c+aMtO+gQYOQl5fHWbkrkcTERDRu3BifffYZBg0ahAULFqB+/fpo06YNWrRogRMnTmDevHnS/pmZmQgPD+c1rkRSUlLQunVrDB06FLa2tujRowc8PT2lXqa///4bs2bNkvbnNS5bDEtUoFq1amHRokVYt24dEhIScOnSJXzxxRfo0aOHqUujEhJCIDs7G126dMGdO3fw2muv4d69e2jbti1Gjx4NtVqN4OBgfPPNNwCA6OhoxMbGIisry8SVU3GpVCrcuXMH169fBwB4eXlBq9UiKioK06ZNQ58+fXDhwgXUqVMH/fr1w1dffYUPPviAM69XIg4ODkhISMCNGzcAALGxsVi/fj0GDhyILVu2wMHBAXfu3IGbmxuvcTngPEtUpCdjXTiwu/LSarUYOnQodu7ciUGDBuHmzZs4deoUXFxc8Ndff+G3337DzJkz4e7ujujoaHz66adG/0qlik2v12Pnzp3o2bMnbG1toVQq8fnnnyM6Ohrfffed9A3WjRs3QqvVolmzZvDz8+MHaSUTHR0NDw8PqNVqbNq0CY6OjnB1dcVPP/2ENWvWICYmBsePH8f9+/fh7e3Na1yGGJaIXhJJSUmoWbMmAOCNN95AfHw8Tp48iWrVqgEA7t+/j4SEBFhbW6N+/fqmLJVKITc3F+bm5tL6jh07sGDBApw7dw5VqlTB119/jRYtWqB169YmrJKehRCi0HGEvr6+mDRpEoYOHfqcq3o58DYc0UuiZs2a0gDQo0ePolatWujSpQvu3bsHAKhatSqaN2/OoFRJPR2UgP9NHlqlShWsWLECY8eO5ZPlK7l/BqXc3Fzpz05OTuz9L0fsWSJ6yTw9SV3Pnj1x/vx5XLp0CS4uLiaujMpSamoq+vTpA09PT2zfvh1nz55Fq1atTF0WlZEHDx5g+fLl0Ol00Ov12L59O8LDw1G3bl1Tl/ZCYs8S0UtGqVRKPUw//fQTfH19kZ6ebuKqqKzl5eXht99+w/fff48//viDQekFY2lpCW9vb1y9ehW5ubk4duwYg1I5Ys8S0UuKj0F48a1atQrdu3dHw4YNTV0KlRODwQCFQsE50coZwxIR0QuKgZiobDAsEREREcngPzmIiIiIZDAsEREREclgWCIiIiKSwbBEREREJINhiYgqjfXr1+Pq1avS+t27d7F3717p+YUVxe7du3H69GlpXQiBDz74ALdv3zZhVURUWgxLRFRq//73v/Hmm2/m237t2jXUqFHDaJvBYEBOTo60HhAQgI0bN0rr9vb20hPVhRDQ6XRGx2dmZmLatGnQaDTSts2bN2Po0KHQarWF1hgaGop3333XaFv37t0RHh5ejDMs3P79+zFixIgC26pWrYrhw4cjOzsbALB3715ERUVJz+b7JyGEtG9B8vLyjB5tATx+ll/Hjh2RnJxcyjMgouIyM3UBRFR5qVQqqVcnLy8PcXFxAB4/tNfc3BzXr1+X9k1MTMSQIUOkp6CnpKTg999/R3BwMAAgIyMDXbp0gUqlghAC9vb2uHTpknT8999/j9atW6Nt27YAgLS0NKxatQqDBw/GlClTsHXr1gJrtLS0NHry+p9//onTp09Dq9XizJkzAAAbGxu0aNGi2Od97NgxLFiwAAcOHDDa3r17d9y+fRtmZmbIzc2VHlqbkJAgvYder8fs2bMxfPhw6bj4+Hh4eXkV+oR4vV6PhQsXYsqUKdK2qlWrYvLkyejevTvOnDkDGxubYtdPRCXDsEREJWYwGJCXlwelUgmlUonc3FzEx8ejcePGaNmyJXQ6HZKTk/HOO+9ACIE///wTCQkJuHPnjvQakydPhr+/P3r37g0AGD58OKZNm4bmzZvnez+9Xo9//etfRmFhwoQJmDBhAj755BP06tULU6dOxYoVK6RJGJ/0xjyZSi43NxdmZmZYuHAhGjRoIIWrs2fP4u233y52WHr48CEmTZqEQ4cOwc3Nzaht//79UKlUMDN7/Ffr1atXMWTIEKSlpUn75OXlSY+beaJWrVqleuTM4MGDkZSUhMmTJ2PTpk0lPp6IiodhiYhK7ObNm+jatStycnKg0WhQr149LFiwAE5OTggPD0dcXBy6deuG8PBwREREYPjw4XB1dcXixYul22gWFhZo0KABcnJypBDTsGFDJCcnw87ODrm5uVJPS2hoKK5evQpLS0sYDAZ89NFHSExMxNatW6FUKrFr1y706NED3bp1w7p169CoUSP8/PPPGDduHNLS0qBUKnHs2DGMGzcOV69ehbW1NTZu3IisrCy0aNHCKIQVJTQ0FGPGjEGdOnXytanVamRnZ0OlUhX4+AmDwQCDwQALCwtpW15eHvLy8qBWq2UfWaHX66HX642OBYCpU6eiefPmuH37NmrXrl3s8yCi4uMM3kRUavv27UNoaCh+/vlnJCYmolWrVrh7964Ulq5fvw69Xo979+6hZs2aqFu3LhYvXoyHDx9i0aJFSEhIwMiRI3HlyhWoVCrpdXNyclCjRg0cP34cV69eRbt27VC/fn2MHz8eP/zwAwwGAxYtWoRGjRrB1tYWycnJiI2NxZYtW3D+/HlERkZKvTsNGzZEhw4dsGLFCqxatQqDBg3C6dOnsX//fuh0OowYMQLvvPNOsc+5bdu2+PHHH1G9evV8benp6ejYsSPUajWUSiWys7Px999/o2nTpgAeBx4fHx989dVX0jE7duzA0KFDi/XeM2fOREhISL7tS5cuha2tLT788MNinwcRFR97lojomd24cQMqlQrJycnSGCFzc3NUrVoVDx48wJ9//omaNWvCwsICHTp0wJo1azBhwgRYWlpix44dGDNmDCZPngxvb2+sX78ednZ2CAwMBABcuHABo0ePRlZWFhQKBebOnQsfHx+0b98eX3zxBV577TX88ccfCA4Oxu+//47s7GwpKJ0+fRo3btyAEAIDBgzAsWPHoFAocOvWLVy+fBl6vR5mZmbIzs6GpaVlsc41JSWlwKCUk5MDa2trREVFSdue3IZ7ejC5wWBAVlYWrKysoFAoMGDAAKSlpcHCwgIajQY1atRAUlISHB0d4eDggCtXrsDV1RV6vb7Q57zVrVsXkZGRxb5eRFQy/DYcEZXKnTt38Ouvv+LUqVMYNmwYMjIyULduXUyePBnBwcG4f/8+IiIi4OjoiJYtWxodu3fvXgwcOFBaHzBgABISEgAA69atQ7Vq1ZCZmQkhBIYOHYoVK1ZI+/r6+sLc3By5ublwdXUFAJibm0u3p54OPZ9++ikCAwPRqVMndOvWDe+//z5atWqFX375BefOncPFixdx/vx5vPrqqxg5cmSxzlutVuf7ZhoArFmzBs2bNzdahgwZAgBG21q0aIHWrVsjKSkJwOPbkfb29rCyspJe19HRUToPtVoNS0tL2NjYwMrKqsCaMjMzYW9vX6z6iajkGJaIqMTOnj0LT09PREZGwtfXF3/88Qfu3bsHZ2dndO7cGYcOHQLw+DbdW2+9ZXSLDQDmzJmD6dOnIzExEQqFAnPmzMGcOXPQvHlzmJmZYfr06WjVqpUUKAqi1Wrh4uIirf9zvM+ePXug1+vRpUsXAMCsWbMwbNgw2NnZ4dChQ+jSpQu6dOmCn376CV26dMGSJUuKde716tVDREREvu3Tpk1DRESEFMIuXryIWbNmoWbNmtL6xYsXceHCBVy8eFEKek+7cuUK3N3di93L9cQff/yBRo0alegYIio+3oYjohLz9fXF33//jYiICISGhgIAwsPD0axZM3Tr1g1jxozB2bNnsXTpUhw/fjzf8c2aNcP777+Pu3fvwsnJCRcvXizR+2dlZUGr1cLBwaHQfRISEvDFF1/g8uXLAB6Hqddffx0TJ07E+vXrpRAVFhaG7du35/tmW2HeeecdrFixAr6+vkbb79+/j/bt28PCwkLq5bp9+zbS0tJQv359WFtbA3g8oLtZs2b4/vvv87327t278cYbbxSrjifu3buHn376CatWrSrRcURUfOxZIqJS+WfPyL///W/07NkTarUaH3/8Mbp06YLAwEBpcPMTf/31F95++22sWLECcXFx8PLyKvF7b968GR06dJDdZ/LkyWjVqlW+7QWN+5H7Fto/DRo0CMnJydi8ebPRdmdnZ1y/fh0xMTG4ePEi9u7diypVqmDRokWoUaMGTp48iYsXLyI6OrrAoBQVFYVt27bJDtLes2eP0TQEubm5GDZsGBYsWFDi3igiKj72LBFRqaSlpeHGjRtQKpX4/vvvkZubi969e+PGjRvYv38/mjRpgn379sHHxweDBg2Cubk5DAYDGjRogJs3byIuLg7+/v744osvivV+2dnZMBgMOH36NObMmYOjR49KbU++kl+Qf37h12AwYNSoUdIkjmlpaWjcuHGxz/vJ+fr7+0On02H8+PH53m/Pnj2YPn06Vq9ejf79+6Nq1apo3rw5FixYgMGDB0u9TE9ERESgb9++mDp1qtF8TyqVCrGxsXBzc8P9+/fx7rvvYvv27ejTpw8yMzPRv39/NGjQAGPGjCl2/URUCoKIqBRmzpwpbGxsRGhoqAgICBCHDx8WH3zwgbC3txfBwcHCYDCIkydPik6dOgk3NzeRnJws3NzcxK1bt8SjR49E586dxRdffFHs9xs6dKhYt26d6Nevn/jqq6+M2vbs2SNat25d4HEbN24Uw4cPl9Y9PDzEL7/8Iq1/++23okuXLiU7eSFESkqKOHLkiLR+8eJFERgYKNzd3UX37t3FhQsXjPaPiIgQHTp0ENbW1qJLly7i4sWLQgghVq1aJczMzMTUqVOFwWAwOiYwMFBYWVkJtVotrKysxIABA0ReXp4QQgi9Xi927NhR4rqJqOQ4zxIRlUpWVhbMzc1hbm4ubYuIiICLi0u+yRHv3r2b7+v2QogS3f4q7XGZmZnQ6XRwcnKS6lar1fkGnT+r7Oxs/Otf/0Lfvn1le6ouXbqE48ePY/LkyVCpVNDpdIiIiEDHjh3LtB4iKjsMS0REREQyOMCbiIiISAbDEhEREZEMhiUiIiIiGQxLRERERDIYloiIiIhkMCwRERERyWBYIiIiIpLBsEREREQkg2GJiIiISMb/A7AWoFEpJCSKAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 650x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "price_data = all_sales_data[[\"unit_price\",\"quantity\"]].groupby(by=\"unit_price\").sum()\n",
    "price_data = price_data.sort_values(by=\"quantity\",ascending=False)\n",
    "price = [\"0-10\",\"10-20\",\"20-30\",\"30-40\"]\n",
    "price_data1 = pd.DataFrame(columns=[\"价格区间\",\"quantity\"])\n",
    "\n",
    "for i in range(0,36,10):\n",
    "    n = int(i/10)\n",
    "    price_data2 = pd.DataFrame([])\n",
    "    if n<10:\n",
    "        price_data2[\"价格区间\"]=[price[n]]\n",
    "        price_data2[\"quantity\"]=[price_data.loc[((i<price_data.index)&(price_data.index<=i+10)),\"quantity\"].sum()]\n",
    "    else:\n",
    "        price_data2[\"价格区间\"]=[price[n]]\n",
    "        price_data2[\"quantity\"]=[price_data[i<price_data.index][\"quantity\"].sum()]\n",
    "    price_data1=pd.concat([price_data1,price_data2],axis=0,ignore_index=True)\n",
    "\n",
    "plt.figure(figsize=(6.5,5))\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel(\"披萨价格（美元）\")\n",
    "plt.ylabel(\"披萨销量（个）\")\n",
    "plt.title(\"各区间的披萨价格及销量\")\n",
    "plt.bar(price_data1[\"价格区间\"],price_data1[\"quantity\"].values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27d32785",
   "metadata": {},
   "source": [
    "# 消费总额排名前十的披萨消费者"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c8534c2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "id_data=all_sales_data[[\"pizza_name_id\",\"total_price\"]].groupby(by=\"pizza_name_id\").sum()\n",
    "id_data=id_data.sort_values(by=\"pizza_name_id\",ascending=False).head(10)\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.xlabel(\"pizza销售额(美元)\")\n",
    "plt.ylabel(\"pizza消费者\")\n",
    "plt.title(\"消费总额排名前十的披萨消费者\")\n",
    "plt.barh(id_data.index,id_data[\"total_price\"].values)\n",
    "# 绘制柱状图  \n",
    "  \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95f421cb",
   "metadata": {},
   "source": [
    "# 饼图分析：不同尺寸的披萨在总销售额中的占比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "477fca37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "size_data = pd.DataFrame(all_sales_data[[\"pizza_size\",\"total_price\"]].groupby(by=\"pizza_size\").sum())\n",
    "size_data.index = [i.split('（')[0] for i in size_data.index]\n",
    "label=list(size_data.index)\n",
    "plt.figure(figsize=(8,5))\n",
    "plt.title(\"不同尺寸的披萨在总销售额中的占比\")\n",
    "plt.pie(size_data[\"total_price\"].values,labels=label,autopct=\"%1.2f%%\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28ff2568",
   "metadata": {},
   "source": [
    "# 各时间段的购买订单数量分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0e3c1758",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x2=[]\n",
    "for i in all_sales_data[\"order_time\"]:\n",
    "    x2.append(int(re.split(\" |:\",i)[1]))\n",
    "label=[]\n",
    "for i in range(24):\n",
    "    label.append(f'{i}:00-{i+1}:00')\n",
    "buy_data=pd.cut(x2,bins=[i for i in range(25)],labels=label).value_counts()\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel(\"购买时间\")\n",
    "plt.ylabel(\"订单数量（个）\")\n",
    "plt.title(\"各时间段的购买订单数量分布\")\n",
    "plt.plot(buy_data.index,buy_data.values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "8454e52f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 用词云展示顾客喜欢的pizza名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4cc3825c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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